Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 25000 |
| Missing cells | 1898 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.2 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Numeric | 12 |
num_refill_req_l3m is highly overall correlated with demand_interaction | High correlation |
storage_issue_reported_l3m is highly overall correlated with product_wg_ton | High correlation |
govt_check_l3m is highly overall correlated with WH_capacity_size and 1 other fields | High correlation |
product_wg_ton is highly overall correlated with storage_issue_reported_l3m | High correlation |
demand_interaction is highly overall correlated with num_refill_req_l3m | High correlation |
WH_capacity_size is highly overall correlated with govt_check_l3m and 1 other fields | High correlation |
WH_regional_zone is highly overall correlated with govt_check_l3m and 1 other fields | High correlation |
Location_type is highly imbalanced (59.2%) | Imbalance |
flood_impacted is highly imbalanced (53.7%) | Imbalance |
flood_proof is highly imbalanced (69.4%) | Imbalance |
workers_num has 990 (4.0%) missing values | Missing |
approved_wh_govt_certificate has 908 (3.6%) missing values | Missing |
num_refill_req_l3m has 2912 (11.6%) zeros | Zeros |
transport_issue_l1y has 15215 (60.9%) zeros | Zeros |
storage_issue_reported_l3m has 908 (3.6%) zeros | Zeros |
wh_breakdown_l3m has 908 (3.6%) zeros | Zeros |
demand_interaction has 2912 (11.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-08 05:41:17.905763 |
|---|---|
| Analysis finished | 2023-12-08 05:41:37.082182 |
| Duration | 19.18 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Location_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Rural | |
|---|---|
| Urban | 2043 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 125000 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Rural |
| 3rd row | Rural |
| 4th row | Rural |
| 5th row | Rural |
Common Values
| Value | Count | Frequency (%) |
| Rural | 22957 | |
| Urban | 2043 | 8.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rural | 22957 | |
| urban | 2043 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 25000 | |
| a | 25000 | |
| R | 22957 | |
| u | 22957 | |
| l | 22957 | |
| U | 2043 | 1.6% |
| b | 2043 | 1.6% |
| n | 2043 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 100000 | |
| Uppercase Letter | 25000 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 25000 | |
| a | 25000 | |
| u | 22957 | |
| l | 22957 | |
| b | 2043 | 2.0% |
| n | 2043 | 2.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 22957 | |
| U | 2043 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 125000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 25000 | |
| a | 25000 | |
| R | 22957 | |
| u | 22957 | |
| l | 22957 | |
| U | 2043 | 1.6% |
| b | 2043 | 1.6% |
| n | 2043 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 25000 | |
| a | 25000 | |
| R | 22957 | |
| u | 22957 | |
| l | 22957 | |
| U | 2043 | 1.6% |
| b | 2043 | 1.6% |
| n | 2043 | 1.6% |
WH_capacity_size
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Large | |
|---|---|
| Mid | |
| Small |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.1984 |
| Min length | 3 |
Characters and Unicode
| Total characters | 104960 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Small |
|---|---|
| 2nd row | Large |
| 3rd row | Mid |
| 4th row | Mid |
| 5th row | Large |
Common Values
| Value | Count | Frequency (%) |
| Large | 10169 | |
| Mid | 10020 | |
| Small | 4811 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| large | 10169 | |
| mid | 10020 | |
| small | 4811 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 14980 | |
| L | 10169 | |
| r | 10169 | |
| g | 10169 | |
| e | 10169 | |
| M | 10020 | |
| i | 10020 | |
| d | 10020 | |
| l | 9622 | |
| S | 4811 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 79960 | |
| Uppercase Letter | 25000 | 23.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 14980 | |
| r | 10169 | |
| g | 10169 | |
| e | 10169 | |
| i | 10020 | |
| d | 10020 | |
| l | 9622 | |
| m | 4811 | 6.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 10169 | |
| M | 10020 | |
| S | 4811 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 104960 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 14980 | |
| L | 10169 | |
| r | 10169 | |
| g | 10169 | |
| e | 10169 | |
| M | 10020 | |
| i | 10020 | |
| d | 10020 | |
| l | 9622 | |
| S | 4811 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 104960 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 14980 | |
| L | 10169 | |
| r | 10169 | |
| g | 10169 | |
| e | 10169 | |
| M | 10020 | |
| i | 10020 | |
| d | 10020 | |
| l | 9622 | |
| S | 4811 | 4.6% |
zone
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| North | |
|---|---|
| West | |
| South | |
| East | 429 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.6656 |
| Min length | 4 |
Characters and Unicode
| Total characters | 116640 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | West |
|---|---|
| 2nd row | North |
| 3rd row | South |
| 4th row | North |
| 5th row | North |
Common Values
| Value | Count | Frequency (%) |
| North | 10278 | |
| West | 7931 | |
| South | 6362 | |
| East | 429 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| north | 10278 | |
| west | 7931 | |
| south | 6362 | |
| east | 429 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 25000 | |
| o | 16640 | |
| h | 16640 | |
| N | 10278 | |
| r | 10278 | |
| s | 8360 | 7.2% |
| W | 7931 | 6.8% |
| e | 7931 | 6.8% |
| S | 6362 | 5.5% |
| u | 6362 | 5.5% |
| Other values (2) | 858 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 91640 | |
| Uppercase Letter | 25000 | 21.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 25000 | |
| o | 16640 | |
| h | 16640 | |
| r | 10278 | |
| s | 8360 | 9.1% |
| e | 7931 | 8.7% |
| u | 6362 | 6.9% |
| a | 429 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 10278 | |
| W | 7931 | |
| S | 6362 | |
| E | 429 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 116640 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 25000 | |
| o | 16640 | |
| h | 16640 | |
| N | 10278 | |
| r | 10278 | |
| s | 8360 | 7.2% |
| W | 7931 | 6.8% |
| e | 7931 | 6.8% |
| S | 6362 | 5.5% |
| u | 6362 | 5.5% |
| Other values (2) | 858 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 116640 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 25000 | |
| o | 16640 | |
| h | 16640 | |
| N | 10278 | |
| r | 10278 | |
| s | 8360 | 7.2% |
| W | 7931 | 6.8% |
| e | 7931 | 6.8% |
| S | 6362 | 5.5% |
| u | 6362 | 5.5% |
| Other values (2) | 858 | 0.7% |
WH_regional_zone
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Zone 6 | |
|---|---|
| Zone 5 | |
| Zone 4 | |
| Zone 2 | |
| Zone 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 150000 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Zone 6 |
|---|---|
| 2nd row | Zone 5 |
| 3rd row | Zone 2 |
| 4th row | Zone 3 |
| 5th row | Zone 5 |
Common Values
| Value | Count | Frequency (%) |
| Zone 6 | 8339 | |
| Zone 5 | 4587 | |
| Zone 4 | 4176 | |
| Zone 2 | 2963 | 11.9% |
| Zone 3 | 2881 | 11.5% |
| Zone 1 | 2054 | 8.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| zone | 25000 | |
| 6 | 8339 | 16.7% |
| 5 | 4587 | 9.2% |
| 4 | 4176 | 8.4% |
| 2 | 2963 | 5.9% |
| 3 | 2881 | 5.8% |
| 1 | 2054 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| Z | 25000 | |
| o | 25000 | |
| n | 25000 | |
| e | 25000 | |
| 25000 | ||
| 6 | 8339 | 5.6% |
| 5 | 4587 | 3.1% |
| 4 | 4176 | 2.8% |
| 2 | 2963 | 2.0% |
| 3 | 2881 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 75000 | |
| Uppercase Letter | 25000 | 16.7% |
| Space Separator | 25000 | 16.7% |
| Decimal Number | 25000 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 8339 | |
| 5 | 4587 | |
| 4 | 4176 | |
| 2 | 2963 | 11.9% |
| 3 | 2881 | 11.5% |
| 1 | 2054 | 8.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 25000 | |
| n | 25000 | |
| e | 25000 |
Uppercase Letter
| Value | Count | Frequency (%) |
| Z | 25000 |
Space Separator
| Value | Count | Frequency (%) |
| 25000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 100000 | |
| Common | 50000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 25000 | ||
| 6 | 8339 | 16.7% |
| 5 | 4587 | 9.2% |
| 4 | 4176 | 8.4% |
| 2 | 2963 | 5.9% |
| 3 | 2881 | 5.8% |
| 1 | 2054 | 4.1% |
Latin
| Value | Count | Frequency (%) |
| Z | 25000 | |
| o | 25000 | |
| n | 25000 | |
| e | 25000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 150000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Z | 25000 | |
| o | 25000 | |
| n | 25000 | |
| e | 25000 | |
| 25000 | ||
| 6 | 8339 | 5.6% |
| 5 | 4587 | 3.1% |
| 4 | 4176 | 2.8% |
| 2 | 2963 | 2.0% |
| 3 | 2881 | 1.9% |
num_refill_req_l3m
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.08904 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 2912 |
| Zeros (%) | 11.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.6066115 |
|---|---|
| Coefficient of variation (CV) | 0.63746296 |
| Kurtosis | -1.2206972 |
| Mean | 4.08904 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.075216703 |
| Sum | 102226 |
| Variance | 6.7944237 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 3 | 2990 | |
| 8 | 2970 | |
| 5 | 2941 | |
| 0 | 2912 | |
| 7 | 2873 | |
| 1 | 2856 | |
| 4 | 2846 | |
| 6 | 2804 | |
| 2 | 1808 |
| Value | Count | Frequency (%) |
| 0 | 2912 | |
| 1 | 2856 | |
| 2 | 1808 | |
| 3 | 2990 | |
| 4 | 2846 | |
| 5 | 2941 | |
| 6 | 2804 | |
| 7 | 2873 | |
| 8 | 2970 |
| Value | Count | Frequency (%) |
| 8 | 2970 | |
| 7 | 2873 | |
| 6 | 2804 | |
| 5 | 2941 | |
| 4 | 2846 | |
| 3 | 2990 | |
| 2 | 1808 | |
| 1 | 2856 | |
| 0 | 2912 |
transport_issue_l1y
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.77368 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 15215 |
| Zeros (%) | 60.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1994485 |
|---|---|
| Coefficient of variation (CV) | 1.5503161 |
| Kurtosis | 1.8384391 |
| Mean | 0.77368 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.6109066 |
| Sum | 19342 |
| Variance | 1.4386768 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 15215 | |
| 1 | 4644 | 18.6% |
| 2 | 2198 | 8.8% |
| 3 | 1818 | 7.3% |
| 4 | 777 | 3.1% |
| 5 | 348 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 15215 | |
| 1 | 4644 | 18.6% |
| 2 | 2198 | 8.8% |
| 3 | 1818 | 7.3% |
| 4 | 777 | 3.1% |
| 5 | 348 | 1.4% |
| Value | Count | Frequency (%) |
| 5 | 348 | 1.4% |
| 4 | 777 | 3.1% |
| 3 | 1818 | 7.3% |
| 2 | 2198 | 8.8% |
| 1 | 4644 | 18.6% |
| 0 | 15215 |
Competitor_in_mkt
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1042 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.141663 |
|---|---|
| Coefficient of variation (CV) | 0.36778012 |
| Kurtosis | 1.7863684 |
| Mean | 3.1042 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.97845565 |
| Sum | 77605 |
| Variance | 1.3033945 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2 | 8669 | |
| 3 | 7094 | |
| 4 | 6708 | |
| 5 | 1265 | 5.1% |
| 6 | 546 | 2.2% |
| 1 | 432 | 1.7% |
| 7 | 189 | 0.8% |
| 8 | 76 | 0.3% |
| 9 | 13 | 0.1% |
| 10 | 6 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 432 | 1.7% |
| 2 | 8669 | |
| 3 | 7094 | |
| 4 | 6708 | |
| 5 | 1265 | 5.1% |
| 6 | 546 | 2.2% |
| 7 | 189 | 0.8% |
| 8 | 76 | 0.3% |
| 9 | 13 | 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 10 | 6 | < 0.1% |
| 9 | 13 | 0.1% |
| 8 | 76 | 0.3% |
| 7 | 189 | 0.8% |
| 6 | 546 | 2.2% |
| 5 | 1265 | 5.1% |
| 4 | 6708 | |
| 3 | 7094 | |
| 2 | 8669 |
retail_shop_num
Real number (ℝ)
| Distinct | 4906 |
|---|---|
| Distinct (%) | 19.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4985.7116 |
| Minimum | 1821 |
|---|---|
| Maximum | 11008 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 1821 |
|---|---|
| 5-th percentile | 3513 |
| Q1 | 4313 |
| median | 4859 |
| Q3 | 5500 |
| 95-th percentile | 6934.1 |
| Maximum | 11008 |
| Range | 9187 |
| Interquartile range (IQR) | 1187 |
Descriptive statistics
| Standard deviation | 1052.8253 |
|---|---|
| Coefficient of variation (CV) | 0.2111685 |
| Kurtosis | 1.851946 |
| Mean | 4985.7116 |
| Median Absolute Deviation (MAD) | 587 |
| Skewness | 0.90830174 |
| Sum | 1.2464279 × 108 |
| Variance | 1108441 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4860 | 22 | 0.1% |
| 4808 | 22 | 0.1% |
| 4367 | 21 | 0.1% |
| 4816 | 21 | 0.1% |
| 4659 | 21 | 0.1% |
| 4611 | 21 | 0.1% |
| 5022 | 21 | 0.1% |
| 4918 | 20 | 0.1% |
| 4783 | 20 | 0.1% |
| 4850 | 20 | 0.1% |
| Other values (4896) | 24791 |
| Value | Count | Frequency (%) |
| 1821 | 1 | |
| 1871 | 1 | |
| 1905 | 1 | |
| 1915 | 1 | |
| 1953 | 1 | |
| 1959 | 1 | |
| 1971 | 1 | |
| 1980 | 1 | |
| 1999 | 1 | |
| 2008 | 1 |
| Value | Count | Frequency (%) |
| 11008 | 1 | |
| 10846 | 1 | |
| 10562 | 1 | |
| 10320 | 1 | |
| 10224 | 1 | |
| 10169 | 1 | |
| 10156 | 1 | |
| 10151 | 1 | |
| 10150 | 1 | |
| 10041 | 1 |
wh_owner_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Company Owned | |
|---|---|
| Rented |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 9.80184 |
| Min length | 6 |
Characters and Unicode
| Total characters | 245046 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Rented |
|---|---|
| 2nd row | Company Owned |
| 3rd row | Company Owned |
| 4th row | Rented |
| 5th row | Company Owned |
Common Values
| Value | Count | Frequency (%) |
| Company Owned | 13578 | |
| Rented | 11422 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| company | 13578 | |
| owned | 13578 | |
| rented | 11422 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 38578 | |
| e | 36422 | |
| d | 25000 | |
| C | 13578 | 5.5% |
| o | 13578 | 5.5% |
| m | 13578 | 5.5% |
| p | 13578 | 5.5% |
| a | 13578 | 5.5% |
| y | 13578 | 5.5% |
| 13578 | 5.5% | |
| Other values (4) | 50000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 192890 | |
| Uppercase Letter | 38578 | 15.7% |
| Space Separator | 13578 | 5.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 38578 | |
| e | 36422 | |
| d | 25000 | |
| o | 13578 | 7.0% |
| m | 13578 | 7.0% |
| p | 13578 | 7.0% |
| a | 13578 | 7.0% |
| y | 13578 | 7.0% |
| w | 13578 | 7.0% |
| t | 11422 | 5.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 13578 | |
| O | 13578 | |
| R | 11422 |
Space Separator
| Value | Count | Frequency (%) |
| 13578 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 231468 | |
| Common | 13578 | 5.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 38578 | |
| e | 36422 | |
| d | 25000 | |
| C | 13578 | 5.9% |
| o | 13578 | 5.9% |
| m | 13578 | 5.9% |
| p | 13578 | 5.9% |
| a | 13578 | 5.9% |
| y | 13578 | 5.9% |
| O | 13578 | 5.9% |
| Other values (3) | 36422 |
Common
| Value | Count | Frequency (%) |
| 13578 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 245046 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 38578 | |
| e | 36422 | |
| d | 25000 | |
| C | 13578 | 5.5% |
| o | 13578 | 5.5% |
| m | 13578 | 5.5% |
| p | 13578 | 5.5% |
| a | 13578 | 5.5% |
| y | 13578 | 5.5% |
| 13578 | 5.5% | |
| Other values (4) | 50000 |
distributor_num
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.41812 |
| Minimum | 15 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 29 |
| median | 42 |
| Q3 | 56 |
| 95-th percentile | 68 |
| Maximum | 70 |
| Range | 55 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 16.064329 |
|---|---|
| Coefficient of variation (CV) | 0.37871383 |
| Kurtosis | -1.1875636 |
| Mean | 42.41812 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.015212662 |
| Sum | 1060453 |
| Variance | 258.06266 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 490 | 2.0% |
| 41 | 481 | 1.9% |
| 69 | 481 | 1.9% |
| 37 | 479 | 1.9% |
| 29 | 479 | 1.9% |
| 21 | 478 | 1.9% |
| 40 | 477 | 1.9% |
| 28 | 474 | 1.9% |
| 47 | 469 | 1.9% |
| 33 | 467 | 1.9% |
| Other values (46) | 20225 |
| Value | Count | Frequency (%) |
| 15 | 436 | |
| 16 | 431 | |
| 17 | 415 | |
| 18 | 439 | |
| 19 | 416 | |
| 20 | 440 | |
| 21 | 478 | |
| 22 | 460 | |
| 23 | 450 | |
| 24 | 454 |
| Value | Count | Frequency (%) |
| 70 | 438 | |
| 69 | 481 | |
| 68 | 400 | |
| 67 | 422 | |
| 66 | 421 | |
| 65 | 453 | |
| 64 | 452 | |
| 63 | 459 | |
| 62 | 447 | |
| 61 | 444 |
flood_impacted
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22546 | |
| 1 | 2454 | 9.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22546 | |
| 1 | 2454 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22546 | |
| 1 | 2454 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22546 | |
| 1 | 2454 | 9.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22546 | |
| 1 | 2454 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22546 | |
| 1 | 2454 | 9.8% |
flood_proof
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 0 | |
|---|---|
| 1 | 1366 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23634 | |
| 1 | 1366 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 23634 | |
| 1 | 1366 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23634 | |
| 1 | 1366 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 23634 | |
| 1 | 1366 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 23634 | |
| 1 | 1366 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 23634 | |
| 1 | 1366 | 5.5% |
electric_supply
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 16422 | |
| 0 | 8578 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 16422 | |
| 0 | 8578 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 16422 | |
| 0 | 8578 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 16422 | |
| 0 | 8578 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 16422 | |
| 0 | 8578 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 16422 | |
| 0 | 8578 |
dist_from_hub
Real number (ℝ)
| Distinct | 217 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 163.53732 |
| Minimum | 55 |
|---|---|
| Maximum | 271 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 55 |
|---|---|
| 5-th percentile | 65 |
| Q1 | 109 |
| median | 164 |
| Q3 | 218 |
| 95-th percentile | 261 |
| Maximum | 271 |
| Range | 216 |
| Interquartile range (IQR) | 109 |
Descriptive statistics
| Standard deviation | 62.718609 |
|---|---|
| Coefficient of variation (CV) | 0.38351252 |
| Kurtosis | -1.2006823 |
| Mean | 163.53732 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | -0.005998691 |
| Sum | 4088433 |
| Variance | 3933.624 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 239 | 144 | 0.6% |
| 84 | 142 | 0.6% |
| 209 | 140 | 0.6% |
| 258 | 140 | 0.6% |
| 204 | 140 | 0.6% |
| 242 | 138 | 0.6% |
| 145 | 138 | 0.6% |
| 256 | 137 | 0.5% |
| 186 | 136 | 0.5% |
| 108 | 135 | 0.5% |
| Other values (207) | 23610 |
| Value | Count | Frequency (%) |
| 55 | 104 | |
| 56 | 111 | |
| 57 | 126 | |
| 58 | 122 | |
| 59 | 113 | |
| 60 | 107 | |
| 61 | 112 | |
| 62 | 118 | |
| 63 | 128 | |
| 64 | 100 |
| Value | Count | Frequency (%) |
| 271 | 130 | |
| 270 | 129 | |
| 269 | 125 | |
| 268 | 121 | |
| 267 | 123 | |
| 266 | 103 | |
| 265 | 116 | |
| 264 | 103 | |
| 263 | 103 | |
| 262 | 107 |
workers_num
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 990 |
| Missing (%) | 4.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.944398 |
| Minimum | 10 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 24 |
| median | 28 |
| Q3 | 33 |
| 95-th percentile | 43 |
| Maximum | 98 |
| Range | 88 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.872534 |
|---|---|
| Coefficient of variation (CV) | 0.27198817 |
| Kurtosis | 3.4093352 |
| Mean | 28.944398 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.0599106 |
| Sum | 694955 |
| Variance | 61.976791 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 1491 | 6.0% |
| 27 | 1447 | 5.8% |
| 29 | 1402 | 5.6% |
| 26 | 1290 | 5.2% |
| 25 | 1268 | 5.1% |
| 24 | 1228 | 4.9% |
| 30 | 1202 | 4.8% |
| 31 | 1132 | 4.5% |
| 23 | 1077 | 4.3% |
| 32 | 1077 | 4.3% |
| Other values (50) | 11396 | |
| (Missing) | 990 | 4.0% |
| Value | Count | Frequency (%) |
| 10 | 5 | < 0.1% |
| 11 | 5 | < 0.1% |
| 12 | 15 | 0.1% |
| 13 | 24 | 0.1% |
| 14 | 104 | 0.4% |
| 15 | 155 | 0.6% |
| 16 | 328 | |
| 17 | 445 | |
| 18 | 559 | |
| 19 | 590 |
| Value | Count | Frequency (%) |
| 98 | 5 | < 0.1% |
| 92 | 5 | < 0.1% |
| 78 | 5 | < 0.1% |
| 72 | 5 | < 0.1% |
| 67 | 5 | < 0.1% |
| 65 | 5 | < 0.1% |
| 64 | 5 | < 0.1% |
| 63 | 5 | < 0.1% |
| 62 | 5 | < 0.1% |
| 61 | 14 |
storage_issue_reported_l3m
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.13044 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 908 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 10 |
| median | 18 |
| Q3 | 24 |
| 95-th percentile | 33 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 9.1611081 |
|---|---|
| Coefficient of variation (CV) | 0.53478534 |
| Kurtosis | -0.6801423 |
| Mean | 17.13044 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.11334521 |
| Sum | 428261 |
| Variance | 83.925902 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 24 | 1424 | 5.7% |
| 5 | 1351 | 5.4% |
| 25 | 1262 | 5.0% |
| 4 | 1081 | 4.3% |
| 18 | 1070 | 4.3% |
| 20 | 1065 | 4.3% |
| 6 | 1056 | 4.2% |
| 19 | 1022 | 4.1% |
| 16 | 938 | 3.8% |
| 23 | 917 | 3.7% |
| Other values (27) | 13814 |
| Value | Count | Frequency (%) |
| 0 | 908 | |
| 4 | 1081 | |
| 5 | 1351 | |
| 6 | 1056 | |
| 7 | 491 | 2.0% |
| 8 | 406 | 1.6% |
| 9 | 787 | |
| 10 | 637 | |
| 11 | 867 | |
| 12 | 739 |
| Value | Count | Frequency (%) |
| 39 | 156 | |
| 38 | 181 | |
| 37 | 141 | |
| 36 | 161 | |
| 35 | 181 | |
| 34 | 288 | |
| 33 | 295 | |
| 32 | 296 | |
| 31 | 289 | |
| 30 | 337 |
temp_reg_mach
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 17418 | |
| 1 | 7582 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 17418 | |
| 1 | 7582 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 17418 | |
| 1 | 7582 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 17418 | |
| 1 | 7582 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 17418 | |
| 1 | 7582 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 17418 | |
| 1 | 7582 |
approved_wh_govt_certificate
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 908 |
| Missing (%) | 3.6% |
| Memory size | 195.4 KiB |
| C | |
|---|---|
| B+ | |
| B | |
| A | |
| A+ |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.3780508 |
| Min length | 1 |
Characters and Unicode
| Total characters | 33200 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A+ |
| 5th row | C |
Common Values
| Value | Count | Frequency (%) |
| C | 5501 | |
| B+ | 4917 | |
| B | 4812 | |
| A | 4671 | |
| A+ | 4191 | |
| (Missing) | 908 | 3.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 9729 | |
| a | 8862 | |
| c | 5501 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 9729 | |
| + | 9108 | |
| A | 8862 | |
| C | 5501 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 24092 | |
| Math Symbol | 9108 | 27.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 9729 | |
| A | 8862 | |
| C | 5501 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 9108 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24092 | |
| Common | 9108 | 27.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 9729 | |
| A | 8862 | |
| C | 5501 |
Common
| Value | Count | Frequency (%) |
| + | 9108 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 33200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 9729 | |
| + | 9108 | |
| A | 8862 | |
| C | 5501 |
wh_breakdown_l3m
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.48204 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 908 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.6903348 |
|---|---|
| Coefficient of variation (CV) | 0.48544382 |
| Kurtosis | -0.95214878 |
| Mean | 3.48204 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.06802568 |
| Sum | 87051 |
| Variance | 2.8572317 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 5076 | |
| 3 | 5006 | |
| 4 | 4037 | |
| 6 | 4012 | |
| 5 | 3925 | |
| 1 | 2036 | |
| 0 | 908 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 908 | 3.6% |
| 1 | 2036 | |
| 2 | 5076 | |
| 3 | 5006 | |
| 4 | 4037 | |
| 5 | 3925 | |
| 6 | 4012 |
| Value | Count | Frequency (%) |
| 6 | 4012 | |
| 5 | 3925 | |
| 4 | 4037 | |
| 3 | 5006 | |
| 2 | 5076 | |
| 1 | 2036 | |
| 0 | 908 | 3.6% |
govt_check_l3m
Real number (ℝ)
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.81228 |
| Minimum | 1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 11 |
| median | 21 |
| Q3 | 26 |
| 95-th percentile | 31 |
| Maximum | 32 |
| Range | 31 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.6323822 |
|---|---|
| Coefficient of variation (CV) | 0.45886953 |
| Kurtosis | -1.0573419 |
| Mean | 18.81228 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.36326153 |
| Sum | 470307 |
| Variance | 74.518022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 26 | 2908 | 11.6% |
| 23 | 1828 | 7.3% |
| 19 | 1604 | 6.4% |
| 28 | 1465 | 5.9% |
| 14 | 1429 | 5.7% |
| 27 | 1277 | 5.1% |
| 6 | 1224 | 4.9% |
| 11 | 1160 | 4.6% |
| 12 | 947 | 3.8% |
| 32 | 940 | 3.8% |
| Other values (22) | 10218 |
| Value | Count | Frequency (%) |
| 1 | 550 | |
| 2 | 431 | 1.7% |
| 3 | 438 | 1.8% |
| 4 | 99 | 0.4% |
| 5 | 250 | 1.0% |
| 6 | 1224 | |
| 7 | 65 | 0.3% |
| 8 | 276 | 1.1% |
| 9 | 932 | |
| 10 | 899 |
| Value | Count | Frequency (%) |
| 32 | 940 | 3.8% |
| 31 | 362 | 1.4% |
| 30 | 404 | 1.6% |
| 29 | 901 | 3.6% |
| 28 | 1465 | |
| 27 | 1277 | |
| 26 | 2908 | |
| 25 | 884 | 3.5% |
| 24 | 628 | 2.5% |
| 23 | 1828 |
product_wg_ton
Real number (ℝ)
| Distinct | 4561 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22102.633 |
| Minimum | 2065 |
|---|---|
| Maximum | 55151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 2065 |
|---|---|
| 5-th percentile | 5128 |
| Q1 | 13059 |
| median | 22101 |
| Q3 | 30103 |
| 95-th percentile | 43113 |
| Maximum | 55151 |
| Range | 53086 |
| Interquartile range (IQR) | 17044 |
Descriptive statistics
| Standard deviation | 11607.755 |
|---|---|
| Coefficient of variation (CV) | 0.52517522 |
| Kurtosis | -0.5020222 |
| Mean | 22102.633 |
| Median Absolute Deviation (MAD) | 8959 |
| Skewness | 0.33163104 |
| Sum | 5.5256582 × 108 |
| Variance | 1.3473998 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6081 | 21 | 0.1% |
| 5146 | 21 | 0.1% |
| 6057 | 21 | 0.1% |
| 6104 | 20 | 0.1% |
| 6099 | 20 | 0.1% |
| 6083 | 20 | 0.1% |
| 6107 | 19 | 0.1% |
| 6066 | 19 | 0.1% |
| 31126 | 19 | 0.1% |
| 6097 | 19 | 0.1% |
| Other values (4551) | 24801 |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 2083 | 1 | |
| 2093 | 1 | |
| 2103 | 1 | |
| 2104 | 1 | |
| 2106 | 1 | |
| 2109 | 1 | |
| 2118 | 1 | |
| 2122 | 1 | |
| 2133 | 1 |
| Value | Count | Frequency (%) |
| 55151 | 1 | |
| 55150 | 1 | |
| 55144 | 1 | |
| 55132 | 1 | |
| 55120 | 1 | |
| 55115 | 1 | |
| 55112 | 1 | |
| 55111 | 1 | |
| 55095 | 1 | |
| 55093 | 1 |
demand_interaction
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 13522 |
|---|---|
| Distinct (%) | 54.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20383.519 |
| Minimum | 0 |
|---|---|
| Maximum | 88064 |
| Zeros | 2912 |
| Zeros (%) | 11.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8656 |
| median | 19924.5 |
| Q3 | 30680 |
| 95-th percentile | 43160.4 |
| Maximum | 88064 |
| Range | 88064 |
| Interquartile range (IQR) | 22024 |
Descriptive statistics
| Standard deviation | 13933.705 |
|---|---|
| Coefficient of variation (CV) | 0.68357702 |
| Kurtosis | -0.46351099 |
| Mean | 20383.519 |
| Median Absolute Deviation (MAD) | 10974.5 |
| Skewness | 0.32287844 |
| Sum | 5.0958796 × 108 |
| Variance | 1.9414813 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2912 | 11.6% |
| 21840 | 9 | < 0.1% |
| 29460 | 9 | < 0.1% |
| 35392 | 8 | < 0.1% |
| 30240 | 8 | < 0.1% |
| 39536 | 8 | < 0.1% |
| 30072 | 8 | < 0.1% |
| 30702 | 8 | < 0.1% |
| 20024 | 8 | < 0.1% |
| 22180 | 8 | < 0.1% |
| Other values (13512) | 22014 |
| Value | Count | Frequency (%) |
| 0 | 2912 | |
| 2044 | 1 | < 0.1% |
| 2224 | 1 | < 0.1% |
| 2326 | 1 | < 0.1% |
| 2385 | 1 | < 0.1% |
| 2443 | 1 | < 0.1% |
| 2445 | 1 | < 0.1% |
| 2497 | 1 | < 0.1% |
| 2508 | 1 | < 0.1% |
| 2520 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 88064 | 1 | |
| 80288 | 1 | |
| 77552 | 1 | |
| 76648 | 1 | |
| 76472 | 1 | |
| 75280 | 1 | |
| 73968 | 1 | |
| 73912 | 1 | |
| 73896 | 1 | |
| 73880 | 1 |
| num_refill_req_l3m | transport_issue_l1y | Competitor_in_mkt | retail_shop_num | distributor_num | dist_from_hub | workers_num | storage_issue_reported_l3m | wh_breakdown_l3m | govt_check_l3m | product_wg_ton | demand_interaction | Location_type | WH_capacity_size | zone | WH_regional_zone | wh_owner_type | flood_impacted | flood_proof | electric_supply | temp_reg_mach | approved_wh_govt_certificate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| num_refill_req_l3m | 1.000 | 0.016 | 0.001 | -0.002 | 0.004 | -0.000 | -0.014 | -0.006 | -0.000 | -0.003 | 0.003 | 0.949 | 0.021 | 0.008 | 0.008 | 0.008 | 0.000 | 0.012 | 0.000 | 0.018 | 0.317 | 0.000 |
| transport_issue_l1y | 0.016 | 1.000 | -0.001 | -0.003 | 0.005 | 0.014 | -0.007 | -0.143 | 0.017 | 0.008 | -0.169 | 0.015 | 0.006 | 0.011 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.026 | 0.011 |
| Competitor_in_mkt | 0.001 | -0.001 | 1.000 | -0.180 | 0.000 | 0.009 | -0.001 | 0.010 | 0.011 | -0.056 | 0.010 | -0.046 | 0.000 | 0.034 | 0.308 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 |
| retail_shop_num | -0.002 | -0.003 | -0.180 | 1.000 | -0.000 | -0.002 | -0.001 | -0.007 | -0.011 | 0.065 | -0.008 | 0.258 | 0.007 | 0.059 | 0.051 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 |
| distributor_num | 0.004 | 0.005 | 0.000 | -0.000 | 1.000 | -0.012 | -0.012 | 0.004 | 0.005 | -0.007 | 0.005 | 0.004 | 0.000 | 0.003 | 0.014 | 0.000 | 0.000 | 0.005 | 0.017 | 0.009 | 0.018 | 0.000 |
| dist_from_hub | -0.000 | 0.014 | 0.009 | -0.002 | -0.012 | 1.000 | -0.021 | -0.005 | -0.000 | -0.001 | -0.005 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.007 |
| workers_num | -0.014 | -0.007 | -0.001 | -0.001 | -0.012 | -0.021 | 1.000 | -0.010 | -0.014 | -0.006 | -0.010 | -0.015 | 0.000 | 0.000 | 0.000 | 0.006 | 0.246 | 0.171 | 0.098 | 0.400 | 0.011 | 0.000 |
| storage_issue_reported_l3m | -0.006 | -0.143 | 0.010 | -0.007 | 0.004 | -0.005 | -0.010 | 1.000 | 0.350 | -0.009 | 0.989 | -0.006 | 0.093 | 0.011 | 0.010 | 0.008 | 0.000 | 0.000 | 0.005 | 0.017 | 0.130 | 0.096 |
| wh_breakdown_l3m | -0.000 | 0.017 | 0.011 | -0.011 | 0.005 | -0.000 | -0.014 | 0.350 | 1.000 | -0.015 | 0.339 | -0.004 | 0.065 | 0.000 | 0.008 | 0.000 | 0.010 | 0.000 | 0.014 | 0.000 | 0.123 | 0.049 |
| govt_check_l3m | -0.003 | 0.008 | -0.056 | 0.065 | -0.007 | -0.001 | -0.006 | -0.009 | -0.015 | 1.000 | -0.009 | 0.013 | 0.010 | 0.649 | 0.284 | 0.567 | 0.010 | 0.000 | 0.005 | 0.010 | 0.000 | 0.000 |
| product_wg_ton | 0.003 | -0.169 | 0.010 | -0.008 | 0.005 | -0.005 | -0.010 | 0.989 | 0.339 | -0.009 | 1.000 | 0.003 | 0.085 | 0.014 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.013 | 0.119 | 0.127 |
| demand_interaction | 0.949 | 0.015 | -0.046 | 0.258 | 0.004 | 0.001 | -0.015 | -0.006 | -0.004 | 0.013 | 0.003 | 1.000 | 0.021 | 0.022 | 0.018 | 0.013 | 0.005 | 0.008 | 0.000 | 0.024 | 0.289 | 0.007 |
| Location_type | 0.021 | 0.006 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.093 | 0.065 | 0.010 | 0.085 | 0.021 | 1.000 | 0.011 | 0.009 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.016 |
| WH_capacity_size | 0.008 | 0.011 | 0.034 | 0.059 | 0.003 | 0.000 | 0.000 | 0.011 | 0.000 | 0.649 | 0.014 | 0.022 | 0.011 | 1.000 | 0.174 | 0.847 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 |
| zone | 0.008 | 0.006 | 0.308 | 0.051 | 0.014 | 0.000 | 0.000 | 0.010 | 0.008 | 0.284 | 0.000 | 0.018 | 0.009 | 0.174 | 1.000 | 0.178 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 |
| WH_regional_zone | 0.008 | 0.000 | 0.049 | 0.045 | 0.000 | 0.000 | 0.006 | 0.008 | 0.000 | 0.567 | 0.004 | 0.013 | 0.010 | 0.847 | 0.178 | 1.000 | 0.000 | 0.008 | 0.006 | 0.011 | 0.012 | 0.003 |
| wh_owner_type | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.246 | 0.000 | 0.010 | 0.010 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.108 | 0.029 | 0.230 | 0.000 | 0.000 |
| flood_impacted | 0.012 | 0.000 | 0.000 | 0.000 | 0.005 | 0.018 | 0.171 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.011 | 0.008 | 0.108 | 1.000 | 0.107 | 0.165 | 0.006 | 0.000 |
| flood_proof | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.098 | 0.005 | 0.014 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.029 | 0.107 | 1.000 | 0.114 | 0.000 | 0.008 |
| electric_supply | 0.018 | 0.005 | 0.000 | 0.000 | 0.009 | 0.000 | 0.400 | 0.017 | 0.000 | 0.010 | 0.013 | 0.024 | 0.000 | 0.008 | 0.000 | 0.011 | 0.230 | 0.165 | 0.114 | 1.000 | 0.004 | 0.000 |
| temp_reg_mach | 0.317 | 0.026 | 0.014 | 0.000 | 0.018 | 0.000 | 0.011 | 0.130 | 0.123 | 0.000 | 0.119 | 0.289 | 0.021 | 0.000 | 0.000 | 0.012 | 0.000 | 0.006 | 0.000 | 0.004 | 1.000 | 0.445 |
| approved_wh_govt_certificate | 0.000 | 0.011 | 0.000 | 0.004 | 0.000 | 0.007 | 0.000 | 0.096 | 0.049 | 0.000 | 0.127 | 0.007 | 0.016 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.008 | 0.000 | 0.445 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Location_type | WH_capacity_size | zone | WH_regional_zone | num_refill_req_l3m | transport_issue_l1y | Competitor_in_mkt | retail_shop_num | wh_owner_type | distributor_num | flood_impacted | flood_proof | electric_supply | dist_from_hub | workers_num | storage_issue_reported_l3m | temp_reg_mach | approved_wh_govt_certificate | wh_breakdown_l3m | govt_check_l3m | product_wg_ton | demand_interaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Urban | Small | West | Zone 6 | 3 | 1 | 2 | 4651 | Rented | 24 | 0 | 1 | 1 | 91 | 29.0 | 13 | 0 | A | 5 | 15 | 17115 | 13953 |
| 1 | Rural | Large | North | Zone 5 | 0 | 0 | 4 | 6217 | Company Owned | 47 | 0 | 0 | 1 | 210 | 31.0 | 4 | 0 | A | 3 | 17 | 5074 | 0 |
| 2 | Rural | Mid | South | Zone 2 | 1 | 0 | 4 | 4306 | Company Owned | 64 | 0 | 0 | 0 | 161 | 37.0 | 17 | 0 | A | 6 | 22 | 23137 | 4306 |
| 3 | Rural | Mid | North | Zone 3 | 7 | 4 | 2 | 6000 | Rented | 50 | 0 | 0 | 0 | 103 | 21.0 | 17 | 1 | A+ | 3 | 27 | 22115 | 42000 |
| 4 | Rural | Large | North | Zone 5 | 3 | 1 | 2 | 4740 | Company Owned | 42 | 1 | 0 | 1 | 112 | 25.0 | 18 | 0 | C | 6 | 24 | 24071 | 14220 |
| 5 | Rural | Small | West | Zone 1 | 8 | 0 | 2 | 5053 | Rented | 37 | 0 | 0 | 1 | 152 | 35.0 | 23 | 1 | A+ | 3 | 3 | 32134 | 40424 |
| 6 | Rural | Large | West | Zone 6 | 8 | 0 | 4 | 4449 | Company Owned | 38 | 0 | 0 | 1 | 77 | 27.0 | 24 | 0 | B | 3 | 6 | 30142 | 35592 |
| 7 | Rural | Large | North | Zone 5 | 1 | 0 | 4 | 7183 | Rented | 45 | 0 | 0 | 0 | 241 | 23.0 | 18 | 0 | C | 6 | 24 | 24093 | 7183 |
| 8 | Rural | Small | South | Zone 6 | 8 | 1 | 4 | 5381 | Rented | 42 | 0 | 0 | 1 | 124 | 22.0 | 13 | 1 | A+ | 5 | 2 | 18082 | 43048 |
| 9 | Rural | Small | South | Zone 6 | 4 | 3 | 3 | 3869 | Company Owned | 35 | 0 | 0 | 0 | 78 | 43.0 | 6 | 0 | C | 6 | 2 | 7130 | 15476 |
| Location_type | WH_capacity_size | zone | WH_regional_zone | num_refill_req_l3m | transport_issue_l1y | Competitor_in_mkt | retail_shop_num | wh_owner_type | distributor_num | flood_impacted | flood_proof | electric_supply | dist_from_hub | workers_num | storage_issue_reported_l3m | temp_reg_mach | approved_wh_govt_certificate | wh_breakdown_l3m | govt_check_l3m | product_wg_ton | demand_interaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24990 | Rural | Small | South | Zone 1 | 3 | 0 | 3 | 4124 | Rented | 19 | 0 | 0 | 0 | 98 | 27.0 | 26 | 1 | A+ | 3 | 21 | 34098 | 12372 |
| 24991 | Rural | Mid | West | Zone 4 | 4 | 0 | 4 | 3672 | Rented | 58 | 0 | 1 | 0 | 183 | 26.0 | 28 | 1 | C | 6 | 26 | 37065 | 14688 |
| 24992 | Rural | Large | West | Zone 5 | 3 | 0 | 2 | 4312 | Company Owned | 16 | 0 | 0 | 0 | 190 | 20.0 | 17 | 0 | A | 4 | 10 | 23101 | 12936 |
| 24993 | Rural | Mid | South | Zone 3 | 5 | 0 | 2 | 4591 | Rented | 33 | 0 | 0 | 1 | 163 | 33.0 | 22 | 0 | B+ | 5 | 19 | 26091 | 22955 |
| 24994 | Rural | Mid | North | Zone 4 | 7 | 0 | 3 | 5242 | Rented | 41 | 0 | 0 | 0 | 71 | 25.0 | 9 | 0 | B | 1 | 26 | 11083 | 36694 |
| 24995 | Rural | Small | North | Zone 1 | 3 | 0 | 4 | 5390 | Rented | 19 | 0 | 0 | 1 | 142 | 34.0 | 22 | 1 | A | 2 | 30 | 32093 | 16170 |
| 24996 | Rural | Mid | West | Zone 2 | 6 | 0 | 4 | 4490 | Company Owned | 57 | 0 | 0 | 1 | 130 | 28.0 | 10 | 0 | B | 4 | 18 | 12114 | 26940 |
| 24997 | Urban | Large | South | Zone 5 | 7 | 0 | 2 | 5403 | Rented | 31 | 1 | 0 | 1 | 147 | NaN | 23 | 0 | B+ | 5 | 25 | 27080 | 37821 |
| 24998 | Rural | Small | North | Zone 1 | 1 | 0 | 2 | 10562 | Rented | 25 | 0 | 0 | 1 | 60 | 25.0 | 18 | 0 | A | 6 | 30 | 25093 | 10562 |
| 24999 | Rural | Mid | West | Zone 4 | 8 | 2 | 4 | 5664 | Company Owned | 21 | 0 | 1 | 1 | 239 | 39.0 | 4 | 0 | B+ | 2 | 11 | 5058 | 45312 |